{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"lstm_multivar_sites.ipynb","provenance":[{"file_id":"1IxQcZpOXeCS9CtXRmPjnFz7k5vwDTcqP","timestamp":1595516852382}],"collapsed_sections":[],"toc_visible":true},"kernelspec":{"name":"python3","display_name":"Python 3"},"accelerator":"GPU"},"cells":[{"cell_type":"code","metadata":{"id":"ukOLd5z9o2NQ","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":357},"executionInfo":{"status":"ok","timestamp":1597775931575,"user_tz":-60,"elapsed":2882,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"1851e4c5-d54d-4f87-a3e9-27cc84cc3670"},"source":["  !nvidia-smi"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Tue Aug 18 18:38:49 2020       \n","+-----------------------------------------------------------------------------+\n","| NVIDIA-SMI 450.57       Driver Version: 418.67       CUDA Version: 10.1     |\n","|-------------------------------+----------------------+----------------------+\n","| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n","| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\n","|                               |                      |               MIG M. |\n","|===============================+======================+======================|\n","|   0  Tesla T4            Off  | 00000000:00:04.0 Off |                    0 |\n","| N/A   67C    P0    31W /  70W |    993MiB / 15079MiB |      0%      Default |\n","|                               |                      |                 ERR! |\n","+-------------------------------+----------------------+----------------------+\n","                                                                               \n","+-----------------------------------------------------------------------------+\n","| Processes:                                                                  |\n","|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |\n","|        ID   ID                                                   Usage      |\n","|=============================================================================|\n","|  No running processes found                                                 |\n","+-----------------------------------------------------------------------------+\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"AIdpFAYUpDRR","colab_type":"code","colab":{}},"source":["import pandas as pd\n","from matplotlib import pyplot as plt\n","import numpy as np\n","from sklearn.metrics import mean_squared_error"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"GdwmDyu4pG2O","colab_type":"text"},"source":["# 导入数据"]},{"cell_type":"code","metadata":{"id":"Iib6DHLKDN84","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":54},"executionInfo":{"status":"ok","timestamp":1597775931578,"user_tz":-60,"elapsed":2873,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"0497f90d-2112-42eb-c1b8-dba11d6ef1f2"},"source":["from google.colab import drive\n","drive.mount('/content/drive')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"rylZ0333POOT","colab_type":"text"},"source":["这次我们准备使用五个监测站的数据。假定Marylebone Road监测站的数据出现异常，此时我们用Bloomsbury, Eltham, Harlington和N_Kensington的数据来推断Marylebone的数据。注意，与之前多变量预测相同，该实验依旧是多变量预测单变量。分多次预测，实现多变量预测多变量。"]},{"cell_type":"code","metadata":{"id":"E9MpBLKwpIlm","colab_type":"code","colab":{}},"source":["Marylebone_Road=pd.read_csv('/content/drive/My Drive/air_inference/data/Marylebone_Road_clean.csv')\n","Bloomsbury=pd.read_csv('/content/drive/My Drive/air_inference/data/Bloomsbury_clean.csv')\n","Eltham=pd.read_csv('/content/drive/My Drive/air_inference/data/Eltham_clean.csv')\n","Harlington=pd.read_csv('/content/drive/My Drive/air_inference/data/Harlington_clean.csv')\n","N_Kensington=pd.read_csv('/content/drive/My Drive/air_inference/data/N_Kensington_clean.csv')"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"ihnTMkg0pWjr","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":289},"executionInfo":{"status":"ok","timestamp":1597775931809,"user_tz":-60,"elapsed":3093,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"af2e1855-66ee-4fde-986e-d6a540b16219"},"source":["Marylebone_Road.head()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>site</th>\n","      <th>code</th>\n","      <th>date</th>\n","      <th>nox</th>\n","      <th>no2</th>\n","      <th>no</th>\n","      <th>o3</th>\n","      <th>pm2.5</th>\n","      <th>ws</th>\n","      <th>wd</th>\n","      <th>air_temp</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>London Marylebone Road</td>\n","      <td>MY1</td>\n","      <td>2018-01-01 00:00:00</td>\n","      <td>219.745313</td>\n","      <td>81.948282</td>\n","      <td>89.868883</td>\n","      <td>20.680073</td>\n","      <td>10.368619</td>\n","      <td>4.594288</td>\n","      <td>258.053368</td>\n","      <td>5.187445</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>London Marylebone Road</td>\n","      <td>MY1</td>\n","      <td>2018-01-01 01:00:00</td>\n","      <td>221.095446</td>\n","      <td>81.975320</td>\n","      <td>90.731783</td>\n","      <td>20.623365</td>\n","      <td>10.251473</td>\n","      <td>4.602090</td>\n","      <td>257.695571</td>\n","      <td>5.219898</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>London Marylebone Road</td>\n","      <td>MY1</td>\n","      <td>2018-01-01 02:00:00</td>\n","      <td>222.430163</td>\n","      <td>82.046845</td>\n","      <td>91.555615</td>\n","      <td>20.582777</td>\n","      <td>10.169084</td>\n","      <td>4.613062</td>\n","      <td>257.370167</td>\n","      <td>5.255796</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>London Marylebone Road</td>\n","      <td>MY1</td>\n","      <td>2018-01-01 03:00:00</td>\n","      <td>222.483880</td>\n","      <td>81.654154</td>\n","      <td>91.846755</td>\n","      <td>20.745120</td>\n","      <td>10.014187</td>\n","      <td>4.630636</td>\n","      <td>257.105888</td>\n","      <td>5.300848</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>London Marylebone Road</td>\n","      <td>MY1</td>\n","      <td>2018-01-01 04:00:00</td>\n","      <td>221.593263</td>\n","      <td>81.130682</td>\n","      <td>91.607309</td>\n","      <td>20.959725</td>\n","      <td>9.813301</td>\n","      <td>4.661511</td>\n","      <td>256.906359</td>\n","      <td>5.350748</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                     site code  ...          wd  air_temp\n","0  London Marylebone Road  MY1  ...  258.053368  5.187445\n","1  London Marylebone Road  MY1  ...  257.695571  5.219898\n","2  London Marylebone Road  MY1  ...  257.370167  5.255796\n","3  London Marylebone Road  MY1  ...  257.105888  5.300848\n","4  London Marylebone Road  MY1  ...  256.906359  5.350748\n","\n","[5 rows x 11 columns]"]},"metadata":{"tags":[]},"execution_count":41}]},{"cell_type":"code","metadata":{"id":"pQ3uen_qQCza","colab_type":"code","colab":{}},"source":["Marylebone_Road=Marylebone_Road[['nox','no2','no','o3','pm2.5','ws','wd','air_temp']]\n","Bloomsbury=Bloomsbury[['nox','no2','no','o3','pm2.5','ws','wd','air_temp']]\n","Eltham=Eltham[['nox','no2','no','o3','pm2.5','ws','wd','air_temp']]\n","Harlington=Harlington[['nox','no2','no','o3','pm2.5','ws','wd','air_temp']]\n","N_Kensington=N_Kensington[['nox','no2','no','o3','pm2.5','ws','wd','air_temp']]\n"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"IKaQ6QfRSmio","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":419},"executionInfo":{"status":"ok","timestamp":1597775931810,"user_tz":-60,"elapsed":3083,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"c55f5f88-8c96-47b0-88f6-2e74c779731d"},"source":["Marylebone_Road\n","Bloomsbury\n","Eltham\n","Harlington\n","N_Kensington"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>nox</th>\n","      <th>no2</th>\n","      <th>no</th>\n","      <th>o3</th>\n","      <th>pm2.5</th>\n","      <th>ws</th>\n","      <th>wd</th>\n","      <th>air_temp</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>18.634584</td>\n","      <td>16.685778</td>\n","      <td>1.270981</td>\n","      <td>60.070209</td>\n","      <td>6.872474</td>\n","      <td>4.594288</td>\n","      <td>258.053368</td>\n","      <td>5.187445</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>19.176644</td>\n","      <td>17.122874</td>\n","      <td>1.339436</td>\n","      <td>59.637749</td>\n","      <td>6.795094</td>\n","      <td>4.602090</td>\n","      <td>257.695571</td>\n","      <td>5.219898</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>19.723134</td>\n","      <td>17.548214</td>\n","      <td>1.418449</td>\n","      <td>59.211174</td>\n","      <td>6.717488</td>\n","      <td>4.613062</td>\n","      <td>257.370167</td>\n","      <td>5.255796</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>20.133219</td>\n","      <td>17.844811</td>\n","      <td>1.492463</td>\n","      <td>58.913020</td>\n","      <td>6.621239</td>\n","      <td>4.630636</td>\n","      <td>257.105888</td>\n","      <td>5.300848</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>19.865833</td>\n","      <td>17.747791</td>\n","      <td>1.381354</td>\n","      <td>58.671554</td>\n","      <td>6.515320</td>\n","      <td>4.661511</td>\n","      <td>256.906359</td>\n","      <td>5.350748</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>17515</th>\n","      <td>58.800669</td>\n","      <td>42.477744</td>\n","      <td>10.645537</td>\n","      <td>3.426733</td>\n","      <td>25.599702</td>\n","      <td>2.322937</td>\n","      <td>122.323683</td>\n","      <td>3.055791</td>\n","    </tr>\n","    <tr>\n","      <th>17516</th>\n","      <td>58.908322</td>\n","      <td>42.657677</td>\n","      <td>10.598397</td>\n","      <td>3.370981</td>\n","      <td>25.819725</td>\n","      <td>2.312240</td>\n","      <td>120.287580</td>\n","      <td>3.010667</td>\n","    </tr>\n","    <tr>\n","      <th>17517</th>\n","      <td>59.006263</td>\n","      <td>42.836211</td>\n","      <td>10.545836</td>\n","      <td>3.281494</td>\n","      <td>26.037294</td>\n","      <td>2.298849</td>\n","      <td>118.331870</td>\n","      <td>2.968728</td>\n","    </tr>\n","    <tr>\n","      <th>17518</th>\n","      <td>59.081172</td>\n","      <td>42.984552</td>\n","      <td>10.497945</td>\n","      <td>3.231871</td>\n","      <td>26.253455</td>\n","      <td>2.292898</td>\n","      <td>116.428207</td>\n","      <td>2.931535</td>\n","    </tr>\n","    <tr>\n","      <th>17519</th>\n","      <td>59.140646</td>\n","      <td>43.112254</td>\n","      <td>10.453448</td>\n","      <td>3.220678</td>\n","      <td>26.492812</td>\n","      <td>2.291138</td>\n","      <td>114.545510</td>\n","      <td>2.896878</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>17520 rows × 8 columns</p>\n","</div>"],"text/plain":["             nox        no2         no  ...        ws          wd  air_temp\n","0      18.634584  16.685778   1.270981  ...  4.594288  258.053368  5.187445\n","1      19.176644  17.122874   1.339436  ...  4.602090  257.695571  5.219898\n","2      19.723134  17.548214   1.418449  ...  4.613062  257.370167  5.255796\n","3      20.133219  17.844811   1.492463  ...  4.630636  257.105888  5.300848\n","4      19.865833  17.747791   1.381354  ...  4.661511  256.906359  5.350748\n","...          ...        ...        ...  ...       ...         ...       ...\n","17515  58.800669  42.477744  10.645537  ...  2.322937  122.323683  3.055791\n","17516  58.908322  42.657677  10.598397  ...  2.312240  120.287580  3.010667\n","17517  59.006263  42.836211  10.545836  ...  2.298849  118.331870  2.968728\n","17518  59.081172  42.984552  10.497945  ...  2.292898  116.428207  2.931535\n","17519  59.140646  43.112254  10.453448  ...  2.291138  114.545510  2.896878\n","\n","[17520 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":43}]},{"cell_type":"markdown","metadata":{"id":"ageyQmUhU0ko","colab_type":"text"},"source":["先将每个监测站的columns更名。加上后缀为监测站的首字母"]},{"cell_type":"code","metadata":{"id":"9zdzb4LqRkp_","colab_type":"code","colab":{}},"source":["col_Marylebone=['nox_M','no2_M','no_M','o3_M','pm2.5_M','ws_M','wd_M','air_temp_M']\n","col_Bloomsbury=['nox_B','no2_B','no_B','o3_B','pm2.5_B','ws_B','wd_B','air_temp_B']\n","col_Eltham=['nox_E','no2_E','no_E','o3_E','pm2.5_E','ws_E','wd_E','air_temp_E']\n","col_Harlington=['nox_H','no2_H','no_H','o3_H','pm2.5_H','ws_H','wd_H','air_temp_H']\n","col_N_Kensington=['nox_N','no2_N','no_N','o3_N','pm2.5_N','ws_N','wd_N','air_temp_N']\n","\n","Marylebone_Road.columns=col_Marylebone\n","Bloomsbury.columns=col_Bloomsbury\n","Eltham.columns=col_Eltham\n","Harlington.columns=col_Harlington\n","N_Kensington.columns=col_N_Kensington"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"UVo7UDMpU8dW","colab_type":"text"},"source":["接下来将所有监测站的数据拼接起来"]},{"cell_type":"code","metadata":{"id":"oc3G44CBS4Nh","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":224},"executionInfo":{"status":"ok","timestamp":1597775932120,"user_tz":-60,"elapsed":3382,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"c346af81-dc12-4597-d743-f5b3ec8b31ef"},"source":["dataset=Bloomsbury.join(Marylebone_Road)\n","dataset=dataset.join(Eltham)\n","dataset=dataset.join(Harlington)\n","dataset=dataset.join(N_Kensington)\n","dataset.head()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>nox_B</th>\n","      <th>no2_B</th>\n","      <th>no_B</th>\n","      <th>o3_B</th>\n","      <th>pm2.5_B</th>\n","      <th>ws_B</th>\n","      <th>wd_B</th>\n","      <th>air_temp_B</th>\n","      <th>nox_M</th>\n","      <th>no2_M</th>\n","      <th>no_M</th>\n","      <th>o3_M</th>\n","      <th>pm2.5_M</th>\n","      <th>ws_M</th>\n","      <th>wd_M</th>\n","      <th>air_temp_M</th>\n","      <th>nox_E</th>\n","      <th>no2_E</th>\n","      <th>no_E</th>\n","      <th>o3_E</th>\n","      <th>pm2.5_E</th>\n","      <th>ws_E</th>\n","      <th>wd_E</th>\n","      <th>air_temp_E</th>\n","      <th>nox_H</th>\n","      <th>no2_H</th>\n","      <th>no_H</th>\n","      <th>o3_H</th>\n","      <th>pm2.5_H</th>\n","      <th>ws_H</th>\n","      <th>wd_H</th>\n","      <th>air_temp_H</th>\n","      <th>nox_N</th>\n","      <th>no2_N</th>\n","      <th>no_N</th>\n","      <th>o3_N</th>\n","      <th>pm2.5_N</th>\n","      <th>ws_N</th>\n","      <th>wd_N</th>\n","      <th>air_temp_N</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>38.719371</td>\n","      <td>27.599582</td>\n","      <td>7.252141</td>\n","      <td>47.360318</td>\n","      <td>7.497625</td>\n","      <td>4.598855</td>\n","      <td>257.279906</td>\n","      <td>5.378717</td>\n","      <td>219.745313</td>\n","      <td>81.948282</td>\n","      <td>89.868883</td>\n","      <td>20.680073</td>\n","      <td>10.368619</td>\n","      <td>4.594288</td>\n","      <td>258.053368</td>\n","      <td>5.187445</td>\n","      <td>10.387007</td>\n","      <td>7.380368</td>\n","      <td>1.960881</td>\n","      <td>59.104229</td>\n","      <td>10.931926</td>\n","      <td>4.508552</td>\n","      <td>256.806923</td>\n","      <td>5.348268</td>\n","      <td>25.652376</td>\n","      <td>17.162654</td>\n","      <td>5.536853</td>\n","      <td>58.319162</td>\n","      <td>4.669857</td>\n","      <td>6.536290</td>\n","      <td>254.682024</td>\n","      <td>4.977652</td>\n","      <td>18.634584</td>\n","      <td>16.685778</td>\n","      <td>1.270981</td>\n","      <td>60.070209</td>\n","      <td>6.872474</td>\n","      <td>4.594288</td>\n","      <td>258.053368</td>\n","      <td>5.187445</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>38.976582</td>\n","      <td>27.836512</td>\n","      <td>7.265368</td>\n","      <td>47.042127</td>\n","      <td>7.449653</td>\n","      <td>4.603798</td>\n","      <td>257.009139</td>\n","      <td>5.412134</td>\n","      <td>221.095446</td>\n","      <td>81.975320</td>\n","      <td>90.731783</td>\n","      <td>20.623365</td>\n","      <td>10.251473</td>\n","      <td>4.602090</td>\n","      <td>257.695571</td>\n","      <td>5.219898</td>\n","      <td>10.823717</td>\n","      <td>7.652696</td>\n","      <td>2.068089</td>\n","      <td>58.843670</td>\n","      <td>10.720061</td>\n","      <td>4.498159</td>\n","      <td>256.500375</td>\n","      <td>5.379024</td>\n","      <td>26.603729</td>\n","      <td>17.836684</td>\n","      <td>5.717718</td>\n","      <td>57.659575</td>\n","      <td>4.672704</td>\n","      <td>6.554847</td>\n","      <td>254.312810</td>\n","      <td>5.012679</td>\n","      <td>19.176644</td>\n","      <td>17.122874</td>\n","      <td>1.339436</td>\n","      <td>59.637749</td>\n","      <td>6.795094</td>\n","      <td>4.602090</td>\n","      <td>257.695571</td>\n","      <td>5.219898</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>39.251382</td>\n","      <td>28.072885</td>\n","      <td>7.290429</td>\n","      <td>46.715825</td>\n","      <td>7.416401</td>\n","      <td>4.621557</td>\n","      <td>256.762603</td>\n","      <td>5.453970</td>\n","      <td>222.430163</td>\n","      <td>82.046845</td>\n","      <td>91.555615</td>\n","      <td>20.582777</td>\n","      <td>10.169084</td>\n","      <td>4.613062</td>\n","      <td>257.370167</td>\n","      <td>5.255796</td>\n","      <td>11.238689</td>\n","      <td>7.897627</td>\n","      <td>2.178986</td>\n","      <td>58.579590</td>\n","      <td>10.543322</td>\n","      <td>4.510796</td>\n","      <td>256.218836</td>\n","      <td>5.420729</td>\n","      <td>27.500740</td>\n","      <td>18.461178</td>\n","      <td>5.895449</td>\n","      <td>57.038377</td>\n","      <td>4.669182</td>\n","      <td>6.579388</td>\n","      <td>254.014423</td>\n","      <td>5.051040</td>\n","      <td>19.723134</td>\n","      <td>17.548214</td>\n","      <td>1.418449</td>\n","      <td>59.211174</td>\n","      <td>6.717488</td>\n","      <td>4.613062</td>\n","      <td>257.370167</td>\n","      <td>5.255796</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>37.985254</td>\n","      <td>27.997451</td>\n","      <td>6.513879</td>\n","      <td>46.400863</td>\n","      <td>7.358787</td>\n","      <td>4.636919</td>\n","      <td>256.538550</td>\n","      <td>5.502388</td>\n","      <td>222.483880</td>\n","      <td>81.654154</td>\n","      <td>91.846755</td>\n","      <td>20.745120</td>\n","      <td>10.014187</td>\n","      <td>4.630636</td>\n","      <td>257.105888</td>\n","      <td>5.300848</td>\n","      <td>11.546266</td>\n","      <td>8.070745</td>\n","      <td>2.266678</td>\n","      <td>58.360156</td>\n","      <td>10.361331</td>\n","      <td>4.524491</td>\n","      <td>255.957051</td>\n","      <td>5.467779</td>\n","      <td>28.379700</td>\n","      <td>19.068324</td>\n","      <td>6.072721</td>\n","      <td>56.435795</td>\n","      <td>4.654887</td>\n","      <td>6.636912</td>\n","      <td>253.861244</td>\n","      <td>5.099631</td>\n","      <td>20.133219</td>\n","      <td>17.844811</td>\n","      <td>1.492463</td>\n","      <td>58.913020</td>\n","      <td>6.621239</td>\n","      <td>4.630636</td>\n","      <td>257.105888</td>\n","      <td>5.300848</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>38.973919</td>\n","      <td>28.512513</td>\n","      <td>6.822754</td>\n","      <td>46.033610</td>\n","      <td>7.302818</td>\n","      <td>4.658491</td>\n","      <td>256.342472</td>\n","      <td>5.554477</td>\n","      <td>221.593263</td>\n","      <td>81.130682</td>\n","      <td>91.607309</td>\n","      <td>20.959725</td>\n","      <td>9.813301</td>\n","      <td>4.661511</td>\n","      <td>256.906359</td>\n","      <td>5.350748</td>\n","      <td>11.794165</td>\n","      <td>8.191950</td>\n","      <td>2.349305</td>\n","      <td>58.183813</td>\n","      <td>10.154809</td>\n","      <td>4.533285</td>\n","      <td>255.699470</td>\n","      <td>5.517365</td>\n","      <td>29.266844</td>\n","      <td>19.683219</td>\n","      <td>6.250279</td>\n","      <td>55.827704</td>\n","      <td>4.636542</td>\n","      <td>6.716429</td>\n","      <td>253.903225</td>\n","      <td>5.156423</td>\n","      <td>19.865833</td>\n","      <td>17.747791</td>\n","      <td>1.381354</td>\n","      <td>58.671554</td>\n","      <td>6.515320</td>\n","      <td>4.661511</td>\n","      <td>256.906359</td>\n","      <td>5.350748</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["       nox_B      no2_B      no_B  ...      ws_N        wd_N  air_temp_N\n","0  38.719371  27.599582  7.252141  ...  4.594288  258.053368    5.187445\n","1  38.976582  27.836512  7.265368  ...  4.602090  257.695571    5.219898\n","2  39.251382  28.072885  7.290429  ...  4.613062  257.370167    5.255796\n","3  37.985254  27.997451  6.513879  ...  4.630636  257.105888    5.300848\n","4  38.973919  28.512513  6.822754  ...  4.661511  256.906359    5.350748\n","\n","[5 rows x 40 columns]"]},"metadata":{"tags":[]},"execution_count":45}]},{"cell_type":"markdown","metadata":{"id":"qsw13S-QuS9t","colab_type":"text"},"source":["# 多站点多变量进行预测"]},{"cell_type":"code","metadata":{"id":"3zTUeXsCuZ3V","colab_type":"code","colab":{}},"source":["var_origin=dataset.values"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"hw0hFQeWup8R","colab_type":"text"},"source":["数据进行归一化操作"]},{"cell_type":"code","metadata":{"id":"T9bUOj3purhd","colab_type":"code","colab":{}},"source":["from sklearn.preprocessing import MinMaxScaler\n","scaler = MinMaxScaler(feature_range=(0, 1))\n","scaled = scaler.fit_transform(var_origin)"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"k0vvmm5puuTJ","colab_type":"text"},"source":["将数据转为cuda类型"]},{"cell_type":"code","metadata":{"id":"5b-DE_7huwo4","colab_type":"code","colab":{}},"source":["import torch\n","device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n","var= torch.FloatTensor(scaled).to(device)"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"vAm8BF6Nu3eI","colab_type":"text"},"source":["划分训练集，验证集和测试集"]},{"cell_type":"code","metadata":{"id":"S5Z9FaVUu7ji","colab_type":"code","colab":{}},"source":["def splitData(var,per_val,per_test):\n","    num_val=int(len(var)*per_val)\n","    num_test=int(len(var)*per_test)\n","    train_size=int(len(var)-num_val-num_test)\n","    train_data=var[0:train_size]\n","    val_data=var[train_size:train_size+num_val]\n","    test_data=var[train_size+num_val:train_size+num_val+num_test]\n","    return train_data,val_data,test_data"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"hAbQ9M0pu-6W","colab_type":"text"},"source":["我们的验证集合测试集都取96小时"]},{"cell_type":"code","metadata":{"id":"12s54oyKu_qb","colab_type":"code","colab":{}},"source":["train_data,val_data,test_data=splitData(var,0.1,0.1)"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"B9MMKedCvBcQ","colab_type":"text"},"source":["查看长度"]},{"cell_type":"code","metadata":{"id":"3CL_EC11vDhf","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1597775932124,"user_tz":-60,"elapsed":3355,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"7f507b7c-c10c-4e7f-a28a-f8d039ce17dc"},"source":["print('The length of train data, validation data and test data are:',len(train_data),',',len(val_data),',',len(test_data))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The length of train data, validation data and test data are: 14016 , 1752 , 1752\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"xM8DYu0RvGSt","colab_type":"text"},"source":["\n","取一定大小的窗口进行滑动，每个窗口的label值是窗口下一个预测的第一个空气污染物的值"]},{"cell_type":"code","metadata":{"id":"Neov5unqwMkx","colab_type":"code","colab":{}},"source":["train_window = 240\n","def create_train_sequence(input_data, tw):\n","    inout_seq = []\n","    L = len(input_data)\n","    for i in range(L-tw):\n","        train_seq = input_data[i:i+tw]\n","        train_label = input_data[i+tw:i+tw+1]\n","        inout_seq.append((train_seq ,train_label))\n","    return inout_seq"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"Nq2VNCQZwQNb","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1597775932125,"user_tz":-60,"elapsed":3340,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"f07d1329-be76-498a-9884-d966afcd87d0"},"source":["train_inout_seq = create_train_sequence(train_data, train_window)\n","print('The total number of train windows is',len(train_inout_seq))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The total number of train windows is 13776\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"SRKEVERCwOQs","colab_type":"text"},"source":["注意，与上面创建train_data的sequence不同，验证集数据(实验是96个验证集数据)只是label。其数据部分还是需要借助于train集中的数据，大小为一个窗口。而这一个窗口的数据并不会在训练过程中被使用"]},{"cell_type":"code","metadata":{"id":"pYIJhKWkwWSW","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1597775932125,"user_tz":-60,"elapsed":3333,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"515e8053-ae0d-4448-c222-bd7b82e9711a"},"source":["def create_val_sequence(train_data,val_data, tw):\n","    temp=torch.cat((train_data,val_data))   #先将训练集和测试集合并\n","    inout_seq = []\n","    L = len(val_data)\n","    for i in range(L):\n","        val_seq = temp[-(train_window+L)+i:-L+i]\n","        val_label = test_data[i:i+1]\n","        inout_seq.append((val_seq ,val_label))\n","\n","    return inout_seq\n","\n","val_inout_seq = create_val_sequence(train_data, val_data,train_window)\n","print('The total number of validation windows is',len(val_inout_seq))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The total number of validation windows is 1752\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"5Ite_y8OWk4Y","colab_type":"text"},"source":[" 此时的label的shape是[1,40]。注意，真正的label只有这40个值中的前五个"]},{"cell_type":"code","metadata":{"id":"WodbuYEG6Inl","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1597775932127,"user_tz":-60,"elapsed":3328,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"d4104959-4c86-4ce0-ab9e-08bb97c428f3"},"source":["val_inout_seq[0][1].shape"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["torch.Size([1, 40])"]},"metadata":{"tags":[]},"execution_count":55}]},{"cell_type":"code","metadata":{"id":"9Rr2_qTvTKkm","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1597775932127,"user_tz":-60,"elapsed":3320,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"973e9c27-6f7b-4d95-b4e5-923ea4e4b16c"},"source":["def create_test_sequence(train_data,val_data,test_data, tw):\n","    temp=torch.cat((train_data,val_data))   #先将训练集和测试集合并\n","    temp=torch.cat((temp,test_data))\n","    inout_seq = []\n","    L = len(test_data)\n","    for i in range(L):\n","        test_seq = temp[-(train_window+L)+i:-L+i]\n","        test_label = test_data[i:i+1]\n","        inout_seq.append((test_seq ,test_label))\n","\n","    return inout_seq\n","\n","test_inout_seq = create_test_sequence(train_data, val_data, test_data,train_window)\n","print('The total number of validation windows is',len(val_inout_seq))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The total number of validation windows is 1752\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"C-1_1zW9wdih","colab_type":"text"},"source":["# 定义LSTM"]},{"cell_type":"markdown","metadata":{"id":"sFYIJDyqwhH5","colab_type":"text"},"source":["这次的数据的维度为40维"]},{"cell_type":"code","metadata":{"id":"zF00gWiSwgqg","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1597775932128,"user_tz":-60,"elapsed":3313,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"81354e73-a97d-4adf-c420-01bdc8344fd4"},"source":["train_data.shape"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["torch.Size([14016, 40])"]},"metadata":{"tags":[]},"execution_count":57}]},{"cell_type":"code","metadata":{"id":"hyM64rs-yieR","colab_type":"code","colab":{}},"source":["from torch import nn\n","import torch.nn.functional as F\n","import torch.nn.init as init\n","import math\n","class LSTM(nn.Module):\n","    def __init__(self,input_size=40,hidden_layer_size=50,output_size=1,num_layers=2):\n","        super().__init__()\n","        self.hidden_layer_size=hidden_layer_size\n","        self.lstm=nn.LSTM(input_size,hidden_layer_size,num_layers)\n","        self.linear1=nn.Linear(hidden_layer_size,hidden_layer_size)\n","        self.linear2=nn.Linear(hidden_layer_size,output_size)\n","        self.hidden_cell=(torch.zeros(num_layers,1,self.hidden_layer_size),torch.zeros(num_layers,1,self.hidden_layer_size))\n","        init_rnn(self.lstm,'xavier')\n","        \n","    def forward(self,input_seq):\n","        lstm_out, self.hidden_cell = self.lstm(input_seq.reshape(len(input_seq),1,40), self.hidden_cell)\n","        out=self.linear1(lstm_out.view(len(input_seq), -1))\n","        out=torch.tanh(out)\n","        predictions = self.linear2(out)\n","        return predictions[-1]\n","\n","#设定初始化\n","def init_rnn(x, type='uniform'):\n","    for layer in x._all_weights:\n","        for w in layer:\n","            if 'weight' in w:\n","                if type == 'xavier':\n","                    init.xavier_normal_(getattr(x, w))\n","                elif type == 'uniform':\n","                    stdv = 1.0 / math.sqrt(x.hidden_size)\n","                    init.uniform_(getattr(x, w), -stdv, stdv)\n","                elif type == 'normal':\n","                    stdv = 1.0 / math.sqrt(x.hidden_size)\n","                    init.normal_(getattr(x, w), .0, stdv)\n","                else:\n","                    raise ValueError\n"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"Y4wFgdDb3yRu","colab_type":"text"},"source":["# 训练模型"]},{"cell_type":"markdown","metadata":{"id":"khFmQ2awIfht","colab_type":"text"},"source":["与之前一样，分别多nox,no2,no,o3和pm2.5进行预测"]},{"cell_type":"code","metadata":{"id":"MNLpUCgxTa9e","colab_type":"code","colab":{}},"source":["import copy\n","\n","epochs=5\n","\n","\n","#为了实现多变量预测多个单变量，我这里用了五个LSTM模型\n","model_nox=LSTM().to(device)\n","model_no2=LSTM().to(device)\n","model_no=LSTM().to(device)\n","model_o3=LSTM().to(device)\n","model_pm25=LSTM().to(device)\n","\n","loss_function=nn.MSELoss()\n","optimizer_nox = torch.optim.SGD(model_nox.parameters(), lr=0.003,momentum=0.2)\n","optimizer_no2 = torch.optim.SGD(model_no2.parameters(), lr=0.002,momentum=0.2, weight_decay=6e-4)\n","optimizer_no = torch.optim.SGD(model_no.parameters(), lr=0.002,momentum=0.15, weight_decay=6e-4)\n","optimizer_o3 = torch.optim.SGD(model_o3.parameters(), lr=0.002,momentum=0.2, weight_decay=6e-4)\n","optimizer_pm25 = torch.optim.SGD(model_pm25.parameters(), lr=0.002,momentum=0.2, weight_decay=6e-4)\n","\n","\n","attr_dic={\n","    'nox':model_nox,\n","    'no2':model_no2,\n","    'no':model_no,\n","    'o3':model_o3,\n","    'pm2.5':model_pm25\n","}\n","\n","index_dic={\n","    'nox':0,\n","    'no2':1,\n","    'no':2,\n","    'o3':3,\n","    'pm2.5':4\n","    \n","}\n","\n","optimizer_dic={\n","    'nox':optimizer_nox,\n","    'no2':optimizer_no2,\n","    'no':optimizer_no,\n","    'o3':optimizer_o3,\n","    'pm2.5':optimizer_pm25\n","}\n","\n","loss_train_dic={\n","    'nox':[],\n","    'no2':[],\n","    'no':[],\n","    'o3':[],\n","    'pm2.5':[]\n","}\n","\n","loss_val_dic={\n","    'nox':[],\n","    'no2':[],\n","    'no':[],\n","    'o3':[],\n","    'pm2.5':[]\n","}\n","\n","value_train_dic={\n","    'nox':[],\n","    'no2':[],\n","    'no':[],\n","    'o3':[],\n","    'pm2.5':[]\n","}\n","\n","value_val_dic={\n","    'nox':[],\n","    'no2':[],\n","    'no':[],\n","    'o3':[],\n","    'pm2.5':[]\n","}\n"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"yNE6Evl4i_40","colab_type":"code","colab":{}},"source":["def train_model(attr,model):\n","  model.train()\n","  print('训练',attr,'模型')\n","  for i in range(epochs):\n","    #train\n","    add=0\n","    for seq,label in train_inout_seq:   \n","        optimizer_dic[attr].zero_grad()\n","        seq=seq.to(device)\n","        label=label.to(device)\n","        model.hidden_cell = (torch.zeros(2, 1, model.hidden_layer_size).to(device),torch.zeros(2, 1, model.hidden_layer_size).to(device))\n","        y_pred = model(seq)\n","\n","        if(i==epochs-1):  #对最后一次epoch的值进行记录\n","          value_train_dic[attr].append(y_pred)\n","\n","        single_loss = loss_function(y_pred[0], label[0,index_dic[attr]])   #这里只预测label[attr]的数值，即某个单一的空气污染物\n","        add+=single_loss\n","        single_loss .backward()\n","        optimizer_dic[attr].step()\n","    loss_train=add/len(train_inout_seq)\n","    loss_train_dic[attr].append(loss_train)\n","\n","\n","    #val\n","    add=0 \n","    t=0\n","\n","    val_inputs=train_data[-train_window:]\n","    fut_pred = len(val_data)\n","\n","    for seq,label in val_inout_seq:\n","      with torch.no_grad():\n","        seq = val_inputs[-train_window:].to(device)\n","        label=label.to(device)\n","        y_pred=model(seq)\n","        single_loss=loss_function(y_pred[0],label[0,index_dic[attr]])  \n","\n","        add+=single_loss\n","\n","        if(i==epochs):  #对最后一次epoch的值进行记录\n","          value_val_dic[attr].append(y_pred)\n","\n","        #这一步可能比较模糊。首先我们要明确一点的是，y_pred是一个常数。但是我们的val的是nx8维的数。也就是一个\n","        #数据就有8维。我们对val_inputs的更新实际上是应该更新8维的数。可因为我们是多变量预测单变量，我们每次只是预测一个值\n","        #所以，解决方法就是，我先把未来的验证集里的8个数添加进去。然后用得出来的值取覆盖相应污染物的值\n","        temp=copy.deepcopy(val_data[t])\n","        temp[index_dic[attr]]=y_pred\n","        temp=temp.view(1,-1)\n","        \n","        val_inputs=torch.cat((val_inputs,temp),0)\n","        t+=0\n","\n","    loss_val=add/len(val_inout_seq)\n","    loss_val_dic[attr].append(loss_val)\n","\n","    print(f'epoch: {i:3}  train_loss:{loss_train:10.8f} val_loss:{loss_val:10.8f}')\n","  print('----------------------')"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"bTXI3MxItlVd","colab_type":"code","colab":{}},"source":["from sklearn.metrics import mean_squared_error\n","from sklearn.metrics import mean_absolute_error\n","\n","def test_model(attr,model):\n","  temp=torch.cat((train_data,val_data))\n","  test_inputs=temp[-train_window:,:]\n","\n","  fut_pred = len(test_data)\n","  test_list=[]\n","  test_results=copy.deepcopy(test_data)\n","\n","  model.eval()\n","\n","  for i in range(fut_pred):\n","      seq = test_inputs[-train_window:].to(device)\n","      with torch.no_grad():\n","          model.hidden = (torch.zeros(1, 1, model.hidden_layer_size),\n","                          torch.zeros(1, 1, model.hidden_layer_size))\n","          y_pred=model(seq)\n","          temp=copy.deepcopy(test_data[i]).view(1,-1)\n","          # temp[index_dic[attr]]=y_pred\n","          # temp=temp.view(1,-1)\n","          test_inputs=torch.cat((test_inputs,temp),0)\n","          test_results[i]=y_pred\n","\n","\n","\n","\n","  actual_predictions = scaler.inverse_transform(np.array(test_results.cpu()))\n","\n","\n","\n","\n","  x = np.arange(len(train_data)+len(val_data), len(dataset), 1)\n","  plt.figure(figsize=(8, 6))\n","  plt.grid(True)\n","\n","  plt.plot(dataset.loc[len(dataset)-len(test_data):,attr+'_B'].values,color=\"red\",label='real value')\n","  plt.plot(actual_predictions[:,index_dic[attr]],label='prediction')\n","\n","  plt.title('hours vs '+attr)\n","  plt.ylabel(attr)\n","  plt.xlabel('hour')\n","\n","  plt.legend(loc='upper right',fontsize=15)\n","\n","  y_true=dataset.loc[len(dataset)-len(test_data):,attr+'_B'].values\n","  y_pred=actual_predictions[:,index_dic[attr]]\n","  print('mse: ',mean_squared_error(y_true, y_pred))\n","  print('mae: ',mean_absolute_error(y_true, y_pred))"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"dcEij6uAMKg5","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":136},"executionInfo":{"status":"ok","timestamp":1597776992963,"user_tz":-60,"elapsed":1064116,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"9439e751-509f-4fb0-bc77-bb135017516e"},"source":["train_model('nox',model_nox)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["训练 nox 模型\n","epoch:   0  train_loss:0.00689935 val_loss:0.04783507\n","epoch:   1  train_loss:0.00360528 val_loss:0.05019929\n","epoch:   2  train_loss:0.00227819 val_loss:0.05063565\n","epoch:   3  train_loss:0.00177362 val_loss:0.05131563\n","epoch:   4  train_loss:0.00134862 val_loss:0.05198816\n","----------------------\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"RRsvxtbiuDaF","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":438},"executionInfo":{"status":"ok","timestamp":1597777005445,"user_tz":-60,"elapsed":1076590,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"e8a1c097-8a39-4460-d4a3-150fcd1ccc98"},"source":["test_model('nox',model_nox)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["mse:  304.58400951651157\n","mae:  14.651153640901466\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"gvn89ILdjgYX","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":136},"executionInfo":{"status":"ok","timestamp":1597778085288,"user_tz":-60,"elapsed":2156426,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"f0111942-0f3b-4b6f-9c54-9a7b8a8d0eab"},"source":["train_model('no2',model_no2)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["训练 no2 模型\n","epoch:   0  train_loss:0.01091423 val_loss:0.04991801\n","epoch:   1  train_loss:0.00591840 val_loss:0.06142360\n","epoch:   2  train_loss:0.00324849 val_loss:0.06745622\n","epoch:   3  train_loss:0.00249070 val_loss:0.07014653\n","epoch:   4  train_loss:0.00201756 val_loss:0.07251360\n","----------------------\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"uiobF6CHvCYW","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":438},"executionInfo":{"status":"ok","timestamp":1597778097401,"user_tz":-60,"elapsed":2168531,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"57d3bfff-c448-453d-beba-1ab2e80fc44b"},"source":["test_model('no2',model_no2)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["mse:  45.63760248795895\n","mae:  5.586283045378987\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"5yEx1bQSLxJu","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":136},"executionInfo":{"status":"ok","timestamp":1597779187662,"user_tz":-60,"elapsed":3258785,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"bd7eb6ea-31b4-46ca-bc8c-18847dd35b88"},"source":["train_model('no',model_no)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["训练 no 模型\n","epoch:   0  train_loss:0.00932527 val_loss:0.02264757\n","epoch:   1  train_loss:0.00656165 val_loss:0.02510351\n","epoch:   2  train_loss:0.00454327 val_loss:0.02698674\n","epoch:   3  train_loss:0.00369060 val_loss:0.02780777\n","epoch:   4  train_loss:0.00314786 val_loss:0.02853313\n","----------------------\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"7xIGo5JwP5eQ","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":438},"executionInfo":{"status":"ok","timestamp":1597779200175,"user_tz":-60,"elapsed":3271291,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"0bce66fa-2c7e-48cc-d7a0-4778910f9622"},"source":["test_model('no',model_no)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["mse:  22.24590266513563\n","mae:  3.803534363117933\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"x2tnzs_tQBu1","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":136},"executionInfo":{"status":"ok","timestamp":1597780292667,"user_tz":-60,"elapsed":4363776,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"b6398867-8608-40ee-f14c-527da287a9b6"},"source":["train_model('o3',model_o3)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["训练 o3 模型\n","epoch:   0  train_loss:0.01082613 val_loss:0.08840019\n","epoch:   1  train_loss:0.00696293 val_loss:0.08634368\n","epoch:   2  train_loss:0.00397442 val_loss:0.08257511\n","epoch:   3  train_loss:0.00269555 val_loss:0.07966878\n","epoch:   4  train_loss:0.00189165 val_loss:0.07753605\n","----------------------\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"t8NwDrCSjHal","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":438},"executionInfo":{"status":"ok","timestamp":1597780305598,"user_tz":-60,"elapsed":4376700,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"e8276c05-87a3-4c9c-8c35-5216e80a6c46"},"source":["test_model('o3',model_o3)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["mse:  29.86679438464338\n","mae:  4.618257350883903\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"13s3RdWuULJ3","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":438},"executionInfo":{"status":"ok","timestamp":1597780318120,"user_tz":-60,"elapsed":4389215,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"08d6cdfa-fcb6-40cb-fdc4-9eafa821ca48"},"source":["test_model('o3',model_o3)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["mse:  29.86679438464338\n","mae:  4.618257350883903\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"4gC2bva0UT_m","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":136},"executionInfo":{"status":"ok","timestamp":1597781417015,"user_tz":-60,"elapsed":93892,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"c618ab68-48bb-4b15-eaa7-5c29dd72ea9f"},"source":["train_model('pm2.5',model_pm25)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["训练 pm2.5 模型\n","epoch:   0  train_loss:0.01084020 val_loss:0.02057446\n","epoch:   1  train_loss:0.00356578 val_loss:0.02140073\n","epoch:   2  train_loss:0.00212239 val_loss:0.02159870\n","epoch:   3  train_loss:0.00152228 val_loss:0.02190502\n","epoch:   4  train_loss:0.00111400 val_loss:0.02227229\n","----------------------\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"lf7IELqHYaEJ","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":438},"executionInfo":{"status":"ok","timestamp":1597781429460,"user_tz":-60,"elapsed":12450,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"4d58cc0e-5bfe-4d18-9e4a-8ff2534cb341"},"source":["test_model('pm2.5',model_pm25)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["mse:  8.098889591674382\n","mae:  2.3118548309392315\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"6FcU-9B7Mrv8","colab_type":"text"},"source":["# 预测未来24小时的数据"]},{"cell_type":"code","metadata":{"id":"aPUJOhCCMuL6","colab_type":"code","colab":{}},"source":["def predict_future(attr,model):\n","  temp=torch.cat((train_data,val_data))\n","  test_inputs=temp[-train_window:,:]\n","\n","  fut_pred = 96\n","  test_list=[]\n","  test_results=copy.deepcopy(test_data)\n","\n","  model.eval()\n","\n","  for i in range(fut_pred):\n","      seq = test_inputs[-train_window:].to(device)\n","      with torch.no_grad():\n","          model.hidden = (torch.zeros(1, 1, model.hidden_layer_size),\n","                          torch.zeros(1, 1, model.hidden_layer_size))\n","          y_pred=model(seq)\n","          temp=copy.deepcopy(test_data[i])\n","          temp[index_dic[attr]]=y_pred\n","          temp=temp.view(1,-1)\n","          test_inputs=torch.cat((test_inputs,temp),0)\n","          test_results[i]=y_pred\n","\n","\n","\n","\n","  actual_predictions = scaler.inverse_transform(np.array(test_results.cpu()))\n","\n","\n","\n","\n","\n","  plt.figure(figsize=(8, 6))\n","  plt.grid(True)\n","\n","  plt.plot(dataset.loc[len(dataset)-len(test_data):len(dataset)-len(test_data)+fut_pred,attr+'_B'].values,color=\"red\",label='real value')\n","  plt.plot(actual_predictions[:fut_pred,index_dic[attr]],label='prediction')\n","\n","  plt.title('hours vs '+attr)\n","  plt.ylabel(attr)\n","  plt.xlabel('hour')\n","\n","  plt.legend(loc='upper right',fontsize=15)\n","\n","  y_true=dataset.loc[len(dataset)-len(test_data):len(dataset)-len(test_data)+fut_pred-1,attr+'_B'].values\n","  y_pred=actual_predictions[:fut_pred,index_dic[attr]]\n","\n","  print('mse: ',mean_squared_error(y_true, y_pred))\n","  print('mae: ',mean_absolute_error(y_true, y_pred))\n","\n","  y_pred=pd.DataFrame(y_pred)\n","\n","  y_pred.to_csv('/content/drive/My Drive/air_inference/result24/lstm_mul_sites'+attr+'.csv',index=False)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"fFTz9MQSM_qp","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":438},"executionInfo":{"status":"ok","timestamp":1597781804813,"user_tz":-60,"elapsed":1458,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"0b46e643-64a5-4f43-bf02-ad0942215358"},"source":["predict_future('nox',model_nox)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["mse:  272.28393739390094\n","mae:  13.97917910134805\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"BrYwCzXLNXlu","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":438},"executionInfo":{"status":"ok","timestamp":1597781809308,"user_tz":-60,"elapsed":1451,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"e42c2745-6d13-4a54-f71a-e667503fad6d"},"source":["predict_future('no2',model_no2)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["mse:  27.388202846923605\n","mae:  4.835433180845379\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"eNva-2mONan_","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":438},"executionInfo":{"status":"ok","timestamp":1597781812610,"user_tz":-60,"elapsed":1458,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"3ad22398-4d37-402d-cb26-cd62215d8126"},"source":["predict_future('no',model_no)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["mse:  42.38531306644952\n","mae:  5.844974663428558\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"vq_2uKVjNdfY","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":438},"executionInfo":{"status":"ok","timestamp":1597781816027,"user_tz":-60,"elapsed":1499,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"096d4c5b-e784-4c48-884b-8d0605990e18"},"source":["predict_future('o3',model_o3)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["mse:  85.1559979511675\n","mae:  9.151385957474218\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"1QKtje6bNhtb","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":438},"executionInfo":{"status":"ok","timestamp":1597781819423,"user_tz":-60,"elapsed":1517,"user":{"displayName":"Mingming Luo","photoUrl":"","userId":"03419135428294618807"}},"outputId":"a1f90de3-3847-4d47-f46f-0fdaacd4393f"},"source":["predict_future('pm2.5',model_pm25)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["mse:  11.834137838893687\n","mae:  3.3306404121845232\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]}]}